Editorial Standards

Editorial responsibility

Editorial responsibility for GSTakeHomePay.com sits with Luke McMahon, Founder & Editor. The same individual writes, reviews, and approves every page on the site. There is no anonymous editorial board, no outsourced content team, and no third-party content syndication. When the calculator says a 2026 federal income tax bracket starts at a particular dollar amount, one named person is accountable for that value matching its primary source.

Sourcing policy

This site publishes calculations and explanatory content about U.S. federal payroll, tax, and benefits — a Your Money or Your Life topic under Google's Search Quality Rater Guidelines. Every regulatory or statutory value the site cites is sourced from a U.S. government primary source. Secondary aggregators, encyclopaedia articles, news summaries, and SEO blogs are not used as factual sources.

The primary sources used on this site include:

• U.S. Office of Personnel Management (OPM) — General Schedule pay tables, locality pay area definitions and rates, FEHB premium tables, FEGLI rates, federal employee benefits regulations
• Social Security Administration (SSA) — OASDI wage base, employee and employer contribution rates, COLA fact sheets
• Internal Revenue Service (IRS) — annual revenue procedures publishing tax brackets and standard deductions, IRS notices publishing retirement contribution limits, IRS publications on Additional Medicare Tax
• Thrift Savings Plan (TSP) — official TSP guidance on agency matching, contribution rules, fund details
• U.S. Code (statutes) — Title 5 (FERS, TSP, locality pay), Title 26 (Internal Revenue Code), retrieved from official Government Publishing Office sources
• Federal Register and Congress.gov — for legislative and regulatory changes that affect federal pay
• Congressional Budget Office (CBO) and Congressional Research Service (CRS) — for legislative analysis where statutory text alone is insufficient
• State revenue departments — for state income tax rates, brackets, and deduction structures, retrieved from each state's official .gov revenue department

Verification process

Before any value is published or updated on this site, it is verified against its primary source in the same review session. This is not a one-off launch process — it is repeated whenever any regulatory value changes, whenever a new tax year's parameters become available, and on a scheduled cadence regardless of known changes.

The verification process is:

1. The primary source is retrieved directly from the issuing agency's .gov publication.
2. The exact citation (revenue procedure number, U.S. Code section, OPM table reference, state department circular) is recorded alongside the value.
3. The value, the citation, and the date of verification are entered into the page or calculator data layer.
4. A pressure test is run on the calculator against a known reference scenario after any data change to confirm no calculation drift was introduced.
5. The page's last-updated date is set to the verification date.

The full per-source data verification log for the calculator's underlying values is documented on the methodology page.

Claim labelling

Not every claim on the site has the same legal weight. To prevent readers from misreading a recommendation as a legal obligation, every substantive claim on this site is labelled as one of three categories:

• Legally required — the claim describes a rule fixed in statute, regulation, or binding agency guidance. The citation to the controlling authority is provided alongside the claim.
• Standard default — the claim describes a default rule, election, or behaviour that applies absent a contrary user choice (for example, an automatic enrolment percentage or a default tax filing status assumption).
• Site recommendation — the claim represents an inference, illustration, or worked example produced by this site. It is not an authoritative legal interpretation and is not personalised advice.

This labelling protocol is applied consistently across calculator output, grade pages, locality pages, comparison pages, and guide pages. If a label is missing or ambiguous on any page, it is treated as an editorial defect and corrected.

Update cadence

This site is reviewed on the following cadence:

• Annual data refresh (October–December) — full review against the next tax year's published OPM pay tables, IRS revenue procedures, IRS notices, SSA COLA fact sheets, and state revenue department updates.
• Quarterly strategic review — review of editorial standards, methodology, and content for accuracy and currency.
• Monthly SEO and growth review — review of how content is performing in search, including any signals that content needs to be updated.
• Weekly health scan — technical and operational checks, including verification that no spam or other manipulation has affected the site.
• Event-driven updates — when a regulatory change is enacted (a new revenue procedure, a new appropriations bill affecting federal pay, a state tax rate change) the affected pages are updated outside the scheduled cadence and the change is logged.

Corrections policy

If a value, citation, or factual claim on this site is wrong, this site corrects it. The process is:

1. Reports are received at luke@gstakehomepay.com. Reports include the page URL, the disputed claim, and ideally a citation to the conflicting primary source.
2. The reported issue is verified against the relevant primary source within a target of seven days. Substantive errors affecting calculations are prioritised ahead of typographical or stylistic issues.
3. Where an error is confirmed, the page is corrected, the page's last-updated date is changed, and the correction is noted in the page's update history.
4. Where an error is not confirmed (the published value matches the primary source), the reporter is told what source the site relied on, so the disagreement can be resolved on facts.

Corrections are not silent. A material correction to a calculation parameter or a regulatory citation is recorded so that readers who relied on the prior version can identify what changed and when.

Conflicts of interest and monetisation

This site does not currently sell products, run paid advertising, accept sponsorships, or take affiliate commissions on tax software, financial products, retirement services, or any other category that could create a conflict of interest with a federal employee user reading the calculator output. Editorial decisions about which values to publish and which sources to cite are made on the basis of accuracy alone. If this changes in the future, the change will be disclosed on this page.

How AI tools are used in this site's workflow

This site uses AI tools to assist with drafting page content, generating and reviewing code for the calculator, structuring documentation, and producing schema markup. AI is used as a working tool under direct human editorial oversight. It is not the author. It does not have an author byline anywhere on the site, and it is not represented as a person, contributor, or reviewer in any schema, byline, or visible page text.

The workflow is:

1. Source values, statutory citations, regulatory text, and primary-source documents are identified and verified against the issuing agency's official .gov publication.
2. AI tools may be used to draft explanatory prose, build the calculator's logic from verified inputs, generate structured-data markup, write documentation, and produce code.
3. Every regulatory, statutory, legal, or numeric claim that appears on a published page is verified against its cited primary source under human editorial review before publication. Verification is recorded with the page's data layer and is documented on the methodology page.
4. Editorial responsibility for every published page sits with one named human, Luke McMahon, Founder & Editor. Accuracy, currency, tone, accountability, and corrections are human-owned. AI is the tool. The publisher and editor of record is a person.

This disclosure is provided because the site publishes content covered by Google's Your Money or Your Life framework — federal payroll, tax, and benefits — and because readers of YMYL content can reasonably expect transparency about how content is produced. The disclosure is consistent with Google's documented guidance on AI-assisted content (Google Search Central: "Consider adding these when it would be reasonably expected" — Google Search and AI content, Search Central blog).

What this site does not provide

This site provides estimated calculations based on published federal and state regulations. The calculator is an informational and educational tool. It is not personalised tax advice, not financial advice, and not legal advice. The site has no relationship with the U.S. government or any federal agency. The site does not collect personally identifying information from users in order to perform a calculation. Users with personal tax, retirement, or financial planning questions should consult a qualified, credentialed professional licensed in their jurisdiction.

Contact

Editorial enquiries, correction reports, and source-verification questions: luke@gstakehomepay.com.